Community detection in random graphs or hypergraphs is an interesting fundamental problem in statistics, machine learning and computer vision.

Finally, generate a new brief description mainly based on the originalnull description with attributes information incorporated. Thenull narratives should be similar to the original description.null

Specifically, we resort to large language models (LLM) and large multimodal models (LMM) with our proposed Statics and Dynamics Enhanced Captioning modules to generate diverse fine-grained captions for each video.

Zero-shot learning leverages semantic representations such asattributes or class prototypes to bridge source and target classes.

The history of learning for control has been an exciting back and forth between twobroad classes ofalgorithms: planning andreinforcement learning.

In this section, we provide an open-ended discussion on how the prior distribution ( i.e., imbalanced